simple_lm <- map(var_rigal,
  ~analysis_dataset %>%
    nest_by(siteid) %>%
    mutate(
      model = list(lm(as.formula(paste0(.x, " ~ year ")), data = data)),
      res_mod = list(broom::glance(model)),
      coef_mod = list(broom::tidy(model))
    )
)
#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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names(simple_lm) <- var_rigal

slope <- map_dfr(simple_lm, ~.x %>%
select(siteid, coef_mod) %>%
unnest(cols = c(coef_mod)) %>%
filter(term == "year") %>%
ungroup(), .id = "response"
)
slope_df <- slope %>%
  select(siteid, response, estimate) %>%
  pivot_wider(names_from = "response", values_from = "estimate")
cor_slope <- slope_df %>%
  select(-siteid) %>%
  cor(.)
cor_slope
#>                     log_total_abundance species_nb log_species_nb chao_richness
#> log_total_abundance          1.00000000  0.4131255      0.4196764     0.1270819
#> species_nb                   0.41312548  1.0000000      0.8165236     0.7838658
#> log_species_nb               0.41967645  0.8165236      1.0000000     0.6765731
#> chao_richness                0.12708191  0.7838658      0.6765731     1.0000000
#> chao_shannon                -0.02062084  0.5092963      0.5186777     0.6711604
#> chao_simpson                -0.04573325  0.3789075      0.4290480     0.5034840
#>                     chao_shannon chao_simpson
#> log_total_abundance  -0.02062084  -0.04573325
#> species_nb            0.50929631   0.37890745
#> log_species_nb        0.51867774   0.42904803
#> chao_richness         0.67116044   0.50348399
#> chao_shannon          1.00000000   0.94334475
#> chao_simpson          0.94334475   1.00000000
corrplot::corrplot(cor_slope, type = "lower", tl.srt = 30)

ti <- expand.grid(
  resp1 = unique(slope$response),
  resp2 = unique(slope$response)
  ) %>%
  filter(resp2 != resp1) %>%
  mutate_all(as.character) %>%
  arrange(resp1)

test <- map2(ti$resp1, ti$resp2,
  function(x, y) {
    bi <- slope %>%
      filter(response %in% c(x, y)) %>%
      select(siteid, response, estimate) %>%
      pivot_wider(names_from = "response", values_from = "estimate")

    return(bi)
  }
)

p <- map(test, function(x) {
  l <- colnames(x)
  x %>%
    ggplot(aes(y = !!sym(l[2]), x = !!sym(l[3]))) +
    geom_point() +
    geom_smooth(method = "lm") +
    labs(y = l[2], x = l[3])
})
p
#> [[1]]
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plot_grid(plotlist = p)
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'

names(rigal_trends) <- var_rigal

p <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
    ggplot(aes(x = first_order_coefficient)) +
    geom_histogram() +
    labs(title = .y)
)
plot_grid(plotlist = p)
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 91 rows containing non-finite values (stat_bin).

1 Polynomial

get_var_replacement <- function() {
  c(
  log_species_nb = "Log species richness",
  species_nb = "Species richness",
  log_total_abundance = "Log total abundance",
  total_abundance = "Total abundance"
  )
}
classification_station <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
  ggplot(aes(x = shape_class)) +
  geom_bar() +
  labs(x = "Trajectory classification", y = "Number of station",
    title = get_var_replacement()[.y])
)

plot_grid(plotlist = classification_station)

#3.3   Log-linear model:logYi=α+βXi+εiIn 

#the log-linear model, the literal interpretation of the estimated
#coefficientˆβis that a one-unitincrease inXwill produce an expected increase in
#logYofˆβunits. 
#In terms ofYitself, this
#meansthat  the  expected  value  ofYis  multiplied  byeˆβ.   So  in  terms  of
#effects  of  changes  inXonY(unlogged):•Each 1-unit increase inXmultiplies the
#expected value ofYbyeˆβ.•To compute the effects onYof another change inXthan an
#increase of one unit, call thischangec, we need to includecin the exponent.  The
#effect of ac-unit increase inXis tomultiply the expected value ofYbyecˆβ. So the
#effect for a 5-unit increase inXwould bee5ˆβ.•For small values ofˆβ,
#approximatelyeˆβ≈1+ˆβ. We can use this for the following approxima-tion for a
#quick interpretation of the coefficients:  100·ˆβis the expected percentage
#changeinYfor a unit increase inX.  For instance forˆβ=.06,e.06≈1.06, so a 1-unit
#change inXcorresponds to (approximately) an expected increase inYof 6%
#https://data.library.virginia.edu/interpreting-log-transformations-in-a-linear-model/
hist_linear_plot <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
  ggplot(aes(x = (exp(linear_slope) - 1) * 100)) +
  geom_histogram() +
  labs(x = "Linear slope (% change per year)", y = "Number of station",
    title = get_var_replacement()[.y]) +
  ylim(c(0, 3000))
)
plot_grid(plotlist = hist_linear_plot)
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 91 rows containing non-finite values (stat_bin).

2 Turnover

tar_load(hillebrand)

2.1 Analysis

2.2 Reproducibility

Reproducibility receipt

## datetime
Sys.time()
#> [1] "2022-01-03 11:36:13 CST"

## repository
if(requireNamespace('git2r', quietly = TRUE)) {
  git2r::repository()
} else {
  c(
    system2("git", args = c("log", "--name-status", "-1"), stdout = TRUE),
    system2("git", args = c("remote", "-v"), stdout = TRUE)
  )
}
#> Local:    main /home/alain/Documents/post-these/isu/RivFishTimeBiodiversityFacets
#> Head:     [2ff80c9] 2022-01-03: Functions to run and save spaMM models

## session info
sessionInfo()
#> R version 4.0.5 (2021-03-31)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: Debian GNU/Linux 10 (buster)
#> 
#> Matrix products: default
#> BLAS:   /home/alain/.Renv/versions/4.0.5/lib/R/lib/libRblas.so
#> LAPACK: /home/alain/.Renv/versions/4.0.5/lib/R/lib/libRlapack.so
#> 
#> locale:
#>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C              
#>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8    
#>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8   
#>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                 
#>  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
#> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C       
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#>  [1] iNEXT_2.0.20            future_1.21.0           codyn_2.0.5            
#>  [4] janitor_2.1.0           cowplot_1.1.1           rnaturalearthdata_0.1.0
#>  [7] rnaturalearth_0.1.0     sf_1.0-4                rmarkdown_2.11         
#> [10] scales_1.1.1            kableExtra_1.3.1        here_1.0.1             
#> [13] lubridate_1.7.9.2       magrittr_2.0.1          forcats_0.5.1          
#> [16] stringr_1.4.0           dplyr_1.0.4             purrr_0.3.4            
#> [19] readr_2.1.1             tidyr_1.1.2             tibble_3.1.6           
#> [22] ggplot2_3.3.3           tidyverse_1.3.0         tarchetypes_0.3.2      
#> [25] targets_0.8.1           conflicted_1.1.0        nvimcom_0.9-122        
#> 
#> loaded via a namespace (and not attached):
#>  [1] colorspace_2.0-0   ellipsis_0.3.2     class_7.3-18       rprojroot_2.0.2   
#>  [5] snakecase_0.11.0   fs_1.5.1           rstudioapi_0.13    farver_2.0.3      
#>  [9] listenv_0.8.0      furrr_0.2.2        fansi_0.5.0        xml2_1.3.2        
#> [13] codetools_0.2-18   splines_4.0.5      cachem_1.0.4       knitr_1.36        
#> [17] jsonlite_1.7.2     broom_0.7.4        cluster_2.1.1      dbplyr_2.1.0      
#> [21] compiler_4.0.5     httr_1.4.2         backports_1.2.1    assertthat_0.2.1  
#> [25] Matrix_1.3-2       fastmap_1.1.0      cli_3.1.0          htmltools_0.5.1.1 
#> [29] tools_4.0.5        igraph_1.2.6       gtable_0.3.0       glue_1.5.1        
#> [33] reshape2_1.4.4     Rcpp_1.0.6         cellranger_1.1.0   jquerylib_0.1.3   
#> [37] vctrs_0.3.8        nlme_3.1-152       xfun_0.28          globals_0.14.0    
#> [41] ps_1.6.0           rvest_0.3.6        lifecycle_1.0.1    MASS_7.3-53.1     
#> [45] hms_1.1.1          parallel_4.0.5     yaml_2.2.1         memoise_2.0.0     
#> [49] sass_0.3.1         stringi_1.7.6      highr_0.9          corrplot_0.84     
#> [53] e1071_1.7-4        permute_0.9-5      rlang_0.4.12       pkgconfig_2.0.3   
#> [57] evaluate_0.14      lattice_0.20-41    labeling_0.4.2     processx_3.5.2    
#> [61] tidyselect_1.1.1   parallelly_1.23.0  plyr_1.8.6         bookdown_0.24     
#> [65] R6_2.5.1           generics_0.1.0     DBI_1.1.1          pillar_1.6.4      
#> [69] haven_2.3.1        withr_2.4.3        mgcv_1.8-34        units_0.6-7       
#> [73] sp_1.4-5           modelr_0.1.8       crayon_1.4.2       KernSmooth_2.23-18
#> [77] utf8_1.2.2         tzdb_0.2.0         emo_0.0.0.9000     jpeg_0.1-8.1      
#> [81] grid_4.0.5         readxl_1.3.1       data.table_1.13.6  git2r_0.29.0      
#> [85] callr_3.7.0        vegan_2.5-7        reprex_1.0.0       digest_0.6.27     
#> [89] classInt_0.4-3     webshot_0.5.2      munsell_0.5.0      viridisLite_0.3.0 
#> [93] bslib_0.2.4